arXiv:2512.01384v4 Announce Type: replace
Abstract: Conformal regression provides finite-sample marginal coverage, but it does not by itself determine how interval width should adapt across heterogeneous inputs. Existing locally adaptive methods mainl…
arXiv:2512.12688v3 Announce Type: replace-cross
Abstract: Prompt engineering is widely used to shape large language model behavior, yet it is often treated as a practical heuristic rather than as a form of natural-language control. This paper develops…
arXiv:2512.07578v3 Announce Type: replace
Abstract: Global SHAP explanations are typically presented as feature-importance rankings, which identify variables that matter to a black-box model but do not indicate whether their effects admit clear direct…